{"id":"W2980903906","doi":"10.13016/rosn-6b6h","title":"Decisional Needs of African American Smokers for Lung Cancer Screening","year":2019,"lang":"en","type":"dissertation","venue":"University Libraries (University of Maryland)","topic":"Global Cancer Incidence and Screening","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Lung cancer; Medicine; Lung cancer screening; Oncology; Cancer; Intensive care medicine; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001072472,0.0002585211,0.0008766795,0.0007739188,0.0002105263,0.00001188126,0.0004931449,0.0002413544,0.0004994106],"category_scores_gemma":[0.00003839416,0.000327302,0.0004528593,0.0008233319,0.0003201115,0.0004765474,0.0001297207,0.0002725398,0.000001547612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000158241,"about_ca_system_score_gemma":0.0009004279,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006499196,"about_ca_topic_score_gemma":0.0007258969,"domain_scores_codex":[0.9986781,0.00003834737,0.0001828055,0.0003145725,0.0004839238,0.0003022806],"domain_scores_gemma":[0.9982687,0.0002385039,0.0006070434,0.0003159975,0.0003876398,0.0001821358],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.1583346,0.0006179991,0.4179538,0.008093921,0.008478977,0.0004608289,0.05951744,0.001675595,0.001782046,0.02348249,0.1978196,0.1217827],"study_design_scores_gemma":[0.01174957,0.002202648,0.1749125,0.00465211,0.005359943,0.00001520427,0.6448535,0.00586278,0.0007499595,0.0001719095,0.1479061,0.001563757],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9588692,0.00101112,0.008304686,0.0009134156,0.000356488,0.0009296257,0.001081871,0.00007422842,0.02845932],"genre_scores_gemma":[0.9203403,0.0008725561,0.01891514,0.0001468313,0.0001038531,3.141053e-7,0.002561714,0.00005210363,0.05700722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5853361,"threshold_uncertainty_score":0.9999179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02862248766544954,"score_gpt":0.2690033961346274,"score_spread":0.2403809084691778,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}